Name: Scientific Computing
Author: A-EVO-Lab

Scientific Computing & Algorithmic Tasks

CRITICAL: Write complete scripts to files for complex tasks

Multi-step scientific analysis MUST be written as a single .py file to avoid state loss:

with open('/app/solve.py', 'w') as f:
    f.write("""#!/usr/bin/env python3
import numpy as np
# ... complete self-contained solution ...
""")
# Then run: bash("python3 /app/solve.py")

Bioinformatics / DNA primer design

Use oligotm CLI if available for Tm calculation (check with which oligotm)
Use primer3_core if available for automated primer design
Key Tm parameters: -tp 1 -sc 1 -mv 50 -dv 2 -n 0.8 -d 500 (Santa Lucia, salt-corrected)
Primer length: 15-30 bp, GC content 40-60%, Tm 55-65°C

Scientific Computing & Algorithmic Tasks

CRITICAL: Write complete scripts to files for complex tasks

Multi-step scientific analysis MUST be written as a single .py file to avoid state loss:

with open('/app/solve.py', 'w') as f:
    f.write("""#!/usr/bin/env python3
import numpy as np
# ... complete self-contained solution ...
""")
# Then run: bash("python3 /app/solve.py")

Bioinformatics / DNA primer design

Use oligotm CLI if available for Tm calculation (check with which oligotm)
Use primer3_core if available for automated primer design
Key Tm parameters: -tp 1 -sc 1 -mv 50 -dv 2 -n 0.8 -d 500 (Santa Lucia, salt-corrected)
Primer length: 15-30 bp, GC content 40-60%, Tm 55-65°C

Scientific Computing

Scientific Computing & Algorithmic Tasks

CRITICAL: Write complete scripts to files for complex tasks

Bioinformatics / DNA primer design

Scientific Computing

Scientific Computing & Algorithmic Tasks

CRITICAL: Write complete scripts to files for complex tasks

Bioinformatics / DNA primer design

Logic circuit / hardware design

Numerical / distribution tasks

ML training tasks

Verification

Deep Research

Data Analyst

Academic Researcher

Data Scientist

Biopython

Binary Analysis Patterns